{"uid":"cap_aHHo7LsvlsgbyEe7FgnTl","slug":"support-intent-exact-normalised-duplicate-audit-d205093a","name":"Support Intent Exact Normalised Duplicate Audit","description":"Support intent - Exact normalised duplicate audit: Exact normalised duplicate audit for Support intent. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded exact normalised duplicate audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-support-intent-duplicates?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["billing","technical","account","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"billing sample document number 0 for this supplied dataset.","actual":"billing"},{"id":"example-0-1","text":"billing sample document number 1 for this supplied dataset.","actual":"billing"},{"id":"example-0-2","text":"billing sample document number 2 for this supplied dataset.","actual":"billing"},{"id":"example-1-0","text":"technical sample document number 0 for this supplied dataset.","actual":"technical"},{"id":"example-1-1","text":"technical sample document number 1 for this supplied dataset.","actual":"technical"},{"id":"example-1-2","text":"technical sample document number 2 for this supplied dataset.","actual":"technical"},{"id":"example-2-0","text":"account sample document number 0 for this supplied dataset.","actual":"account"},{"id":"example-2-1","text":"account sample document number 1 for this supplied dataset.","actual":"account"},{"id":"example-2-2","text":"account sample document number 2 for this supplied dataset.","actual":"account"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","actual":"other"}],"maxItems":200,"minItems":2}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_wP7IcRaSyV41JWkVauKQB","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Audits up to 200 labelled support-intent text records for exact normalised duplicates across billing, technical, account, and other categories.","exampleAgentPrompt":"Can you audit these 50 labelled support records for exact normalised duplicates? I have records tagged as billing, technical, account, and other — I want to know which text entries are exact duplicates once normalised.","exampleUseCases":[{"title":"Pre-training data deduplication check","prompt":"Before I train my support intent classifier, can you audit these 150 labelled records across billing, technical, account, and other categories and flag any exact normalised duplicates?"},{"title":"Support dataset quality review","prompt":"I've collected 80 customer support tickets with labels — billing, technical, account, or other — can you run a duplicate audit to tell me which records are exact normalised matches I should remove?"},{"title":"Labelling pipeline validation","prompt":"My labelling team just finished tagging 120 support messages. Can you check for exact normalised duplicates across all four categories — billing, technical, account, and other — before I lock in the dataset?"}],"resultDescription":"A bounded duplicate audit deliverable identifying exact normalised duplicate records within the supplied dataset of up to 200 labelled support-intent text items, reporting which record IDs are duplicates and their associated intent categories.","failureModes":["Fewer than 2 records supplied returns a validation error","More than 200 records exceeds the maxItems limit and is rejected","Records missing required fields (id, text, actual) cause schema validation failure","Invalid 'actual' enum value outside billing/technical/account/other causes rejection","Empty or whitespace-only text fields may produce degenerate duplicate results"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, local duplicate-detection audit on a small labelled support-intent dataset (up to 200 records) without invoking a hosted model or foundation-model pipeline. It is ideal for data quality checks before training naive-Bayes or similar lightweight classifiers on support ticket categories.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-11T18:48:43.131Z","isFirstParty":false,"canonicalSlug":"support-intent-exact-normalised-duplicate-audit-d205093a"}